News
Contributing Upstream Instead of Forking: My grape-swagger-rails Story
27+ min ago (22+ words) Recently I had a chance to contribute to grape-swagger-rails, helping modernize the project and. .. Tagged with api, opensource, rails, ruby....
Content Pipeline in Mono Game: Why I Don't Use It
1+ hour, 37+ min ago (442+ words) The Content Pipeline is the official way to handle assets in Mono Game. However, there has long been a significant group of developers in the community who dislike it and prefer to load assets in their "raw" form. This approach…...
Box Agnts Introduction (2) " AI Agent Toolbox
1+ hour, 33+ min ago (643+ words) Box Agnts' middle layer " the Agent Toolbox " is the brain and hands of the system. It consists of six core modules responsible for three things: understanding your intent, dispatching the right tools, and feeding back execution results. This article takes…...
Building a Production Serverless URL Shortener on AWS " 21 Articles, Every Test Run for Real
3+ hour, 45+ min ago (344+ words) The result is a 21-article series that builds a URL shortener with realtime click analytics, fully serverless, and takes it to production: auth, multi-tenancy, an event pipeline, realtime push, observability, CI/CD with canary deploys, a cost breakdown, and a…...
VCP-Virtual Private Cloud
4+ hour, 14+ min ago (137+ words) 1. 1 What is the VPC In simple words, a VPC is your own private network inside AWS cloud. .. . Tagged with aws, devops, ec2, webdev....
Optimizing Signal Latency and Weight Allocations in Algorithmic Pipelines
4+ hour, 22+ min ago (98+ words) To ensure rapid execution execution paths, we implemented nanosecond-precision delta tracking to enforce rigid delivery SLAs: deltams = (ingressts - eventts) / 1000_000 if delta_ms > 5. 0: # strict execution threshold A common engineering bottleneck when parsing upstream webhooks is payload schema drift. To reliably format unstructured document…...
The Zero-Budget AI Memory System That Survives Session Resets No database. No framework. Just files, startup order, correction logs, and discipline.
4+ hour, 14+ min ago (999+ words) Most people building with AI agents hit the same wall eventually, and it has nothing to do with how. .. Tagged with ai, automation, agents, productivity....
Why Much AI Memory Risks Rotting " The Exception Is the Memory of Being Wrong
4+ hour, 49+ min ago (528+ words) By 2026 the question stopped being whether your AI can remember you. It can. This problem exists now; .. . Tagged with ai, llm, agents, productivity....
Why AI Memory Systems Fail at Uncertainty Preserve unresolved questions instead of forcing premature closure
1+ day, 7+ hour ago (875+ words) AI memory has an obvious failure mode: it can forget. The quieter failure mode is worse: it can. .. Tagged with ai, agents, productivity, automation....
The 5-Layer Architecture Every Production Multi-Agent System Needs (And Why Most Skip Layers 4 and 5)
5+ hour, 7+ min ago (1575+ words) Picture this. Dinner guests arriving in an hour. Four people, each capable, each assigned a job. One handles the grill. One sets the table. One makes the salad. One runs the music. Thirty minutes in: the grill isn't heating because…...